Modeling dynamic personality theories in a continuous-time framework: An illustration.

OBJECTIVE: Personality psychology has traditionally focused on stable between-person differences. Yet, recent theoretical developments and empirical insights have led to a new conceptualization of personality as a dynamic system (e.g., Cybernetic Big Five Theory). Such dynamic systems comprise several components that need to be conceptually distinguished and mapped to a statistical model for estimation. METHOD: In the current work, we illustrate how common components from these new dynamic personality theories may be implemented in a continuous time-modeling framework. RESULTS: As an empirical example, we reanalyze experience sampling data with N = 180 persons (with on average T = 40 [SD = 8] measurement occasions) to investigate four different effects between momentary happiness, momentary extraverted behavior, and the perception of a situation as social: (1) between-person effects, (2) contemporaneous effects, (3) autoregressive effects, and (4) cross-lagged effects. CONCLUSION: We highlight that these four effects must not necessarily point in the same direction, which is in line with assumptions from dynamic personality theories.

All eyes on me?! Social anxiety and self-directed perception of eye gaze.

To date, only little is known about the self-directed perception and processing of subtle gaze cues in social anxiety that might however contribute to excessive feelings of being looked at by others. Using a web-based approach, participants (n=174) were asked whether or not briefly (300 ms) presented facial expressions modulated in gaze direction (0°, 2°, 4°, 6°, 8°) and valence (angry, fearful, happy, neutral) were directed at them. The results demonstrate a positive, linear relationship between self-reported social anxiety and stronger self-directed perception of others' gaze directions, particularly for negative (angry, fearful) and neutral expressions. Furthermore, faster responding was found for gaze more clearly directed at socially anxious individuals (0°, 2°, and 4°) suggesting a tendency to avoid direct gaze. In sum, the results illustrate an altered self-directed perception of subtle gaze cues. The possibly amplifying effects of social stress on biased self-directed perception of eye gaze are discussed.

Score-Guided Structural Equation Model Trees.

Structural equation model (SEM) trees are data-driven tools for finding variables that predict group differences in SEM parameters. SEM trees build upon the decision tree paradigm by growing tree structures that divide a data set recursively into homogeneous subsets. In past research, SEM trees have been estimated predominantly with the R package semtree. The original algorithm in the semtree package selects split variables among covariates by calculating a likelihood ratio for each possible split of each covariate. Obtaining these likelihood ratios is computationally demanding. As a remedy, we propose to guide the construction of SEM trees by a family of score-based tests that have recently been popularized in psychometrics (Merkle and Zeileis, 2013; Merkle et al., 2014). These score-based tests monitor fluctuations in case-wise derivatives of the likelihood function to detect parameter differences between groups. Compared to the likelihood-ratio approach, score-based tests are computationally efficient because they do not require refitting the model for every possible split. In this paper, we introduce score-guided SEM trees, implement them in semtree, and evaluate their performance by means of a Monte Carlo simulation.

Short-term induction of assimilation and accommodation.

The dual-process model of developmental regulation distinguishes two processes of self-regulation (assimilation = tenacious goal pursuit, and accommodation = flexible goal adjustment) that depend on differing conditions, but both contribute to successful development. Four experiments were conducted to investigate whether assimilation and accommodation can be induced or at least shifted by sensorimotor and cognitive manipulations. Experiment 1 investigated the relation between body manipulation and self-regulation. It was shown that assimilation could be triggered when participants were asked to hold on to golf balls as compared to being asked to drop them. Experiment 2 showed that a semantic priming of "let go" or "hold on" via instructions influenced the processes of self-regulation. Experiment 3 and Experiment 4 investigated the role of cognitive sets (divergent thinking) and motivational processes (thinking about one's action resources) in enhancing accommodation or assimilation. As expected, accommodation was triggered by an intervention activating divergent thought, and participants were more assimilative when they thought about their action resources. In sum, the results indicate that assimilation and accommodation can be induced experimentally; they were systematically dependent on physical, cognitive, and motivational states. The implications of the findings were discussed in the light of the dual-process model.